| metric | Score |
|---|---|
| mean-squared-error | 23515.885 |
| root-mean-squared-error | 153.349 |
| mean-absolute-error | 110.378 |
| mean-absolute-percentage-error | 2125055810202728.2 |
| R-squared | 0.735 |
| totalRent | |
|---|---|
| Predicted | 452.180 |
| Observed | 424.000 |
| Residual | -28.180 |
| Reason | Effect |
|---|---|
| Average of population | 676.86 |
| livingSpace = 38.0 | -190.55 |
| numberOfFloors_more_than_5 = 1.0 | +47.73 |
| serviceCharge = 100.0 | -34.25 |
| kitchen = 0.0 | -26.54 |
| noRooms = 1.0 | +22.72 |
| cellar = 0.0 | +17.85 |
| petsAllowed_no = 0.0 | -14.62 |
| interiorQuality_not_luxury = 0.0 | -13.65 |
| interiorQuality_normal = 1.0 | -13.35 |
| balcony = 0.0 | -8.78 |
| garden = 0.0 | +7.09 |
| lastRefurbish_cat_very new = 0.0 | -6.83 |
| newlyConst = 0.0 | -6.1 |
| interiorQuality_luxury = 0.0 | -2.59 |
| telekomUploadSpeed_cat_slow = 0.0 | +2.34 |
| interiorQuality_nan = 0.0 | -2.17 |
| numberOfFloors_4 = 0.0 | -2.15 |
| lastRefurbish_cat_old = 0.0 | +1.44 |
| telekomUploadSpeed_cat_fast = 1.0 | -0.99 |
| energyEfficiencyClass_C_OR_LOWER = 1.0 | -0.98 |
| telekomTvOffer_ONE_YEAR_FREE = 1.0 | +0.8 |
| telekomUploadSpeed_cat_nan = 0.0 | -0.75 |
| typeOfFlat_non_luxury_type = 1.0 | -0.64 |
| energyEfficiencyClass_A = 0.0 | -0.59 |
| lastRefurbish_cat_nan = 1.0 | +0.57 |
| numberOfFloors_nan = 0.0 | +0.37 |
| numberOfFloors_3 = 0.0 | +0.36 |
| numberOfFloors_2 = 0.0 | -0.32 |
| telekomTvOffer_nan = 0.0 | +0.25 |
| typeOfFlat_penthouse = 0.0 | -0.23 |
| typeOfFlat_terraced_flat = 0.0 | -0.19 |
| lastRefurbish_cat_new = 0.0 | -0.17 |
| numberOfFloors_0 = 0.0 | +0.11 |
| energyEfficiencyClass_B = 0.0 | +0.09 |
| typeOfFlat_maisonette = 0.0 | +0.06 |
| numberOfFloors_1 = 0.0 | -0.05 |
| telekomTvOffer_ON_DEMAND = 0.0 | +0.05 |
| typeOfFlat_loft = 0.0 | +0.01 |
| lastRefurbish_cat_very old = 0.0 | +0.0 |
| petsAllowed_yes = 1.0 | +0.0 |
| Other features combined | +0.0 |
| Final prediction | 452.18 |
| totalRent | |
|---|---|
| Predicted | 578.834 |
| Reason | Effect |
|---|---|
| Average of population | 676.86 |
| livingSpace = 81.78 | +105.02 |
| serviceCharge = 171.65 | -13.63 |
| kitchen = 0.0 | -31.68 |
| interiorQuality_not_luxury = 0.0 | -17.04 |
| balcony = 0.0 | -39.16 |
| newlyConst = 0.0 | -16.59 |
| petsAllowed_no = 0.0 | -25.28 |
| interiorQuality_normal = 0.0 | +9.83 |
| noRooms = 4.0 | -30.6 |
| numberOfFloors_more_than_5 = 0.0 | -2.62 |
| lastRefurbish_cat_very new = 0.0 | -10.99 |
| garden = 1.0 | -16.02 |
| telekomUploadSpeed_cat_slow = 1.0 | -6.32 |
| interiorQuality_luxury = 0.0 | -2.6 |
| cellar = 1.0 | -2.6 |
| energyEfficiencyClass_C_OR_LOWER = 1.0 | -1.63 |
| lastRefurbish_cat_old = 0.0 | +1.09 |
| interiorQuality_nan = 1.0 | -3.62 |
| numberOfFloors_4 = 0.0 | +2.25 |
| numberOfFloors_nan = 0.0 | -1.3 |
| typeOfFlat_non_luxury_type = 1.0 | -1.82 |
| telekomTvOffer_ONE_YEAR_FREE = 1.0 | +1.79 |
| telekomUploadSpeed_cat_nan = 0.0 | -1.6 |
| energyEfficiencyClass_A = 0.0 | -0.54 |
| lastRefurbish_cat_nan = 1.0 | -0.12 |
| telekomUploadSpeed_cat_fast = 0.0 | +6.83 |
| numberOfFloors_2 = 0.0 | -1.0 |
| numberOfFloors_3 = 1.0 | +1.25 |
| telekomTvOffer_nan = 0.0 | +0.3 |
| lastRefurbish_cat_new = 0.0 | -0.09 |
| typeOfFlat_penthouse = 0.0 | -0.51 |
| numberOfFloors_1 = 0.0 | +0.15 |
| energyEfficiencyClass_B = 0.0 | +0.54 |
| numberOfFloors_0 = 0.0 | +0.34 |
| telekomTvOffer_ON_DEMAND = 0.0 | +0.2 |
| typeOfFlat_maisonette = 0.0 | +0.21 |
| typeOfFlat_terraced_flat = 0.0 | -0.37 |
| typeOfFlat_loft = 0.0 | -0.08 |
| lastRefurbish_cat_very old = 0.0 | +0.0 |
| petsAllowed_yes = 1.0 | +0.0 |
| Other features combined | +0.0 |
| Final prediction | 578.83 |